"Absolutely amazing, darling! Just *divine*!" Mrs. Peterson gushed, waving a forkful of the casserole towards her friend, a gleam in her eye. Sarah plastered on a smile, feeling it stretch thin across her face. The luncheon was in full swing. But, each compliment, each delighted "Oh, this is simply the best," from a guest, seemed to tighten the already rigid muscles in her shoulders. The recipe, the "Heavenly Harvest Casserole," was clearly *her* "Mama's Comfort Bake" from the church cookbook – a recipe she had shared during a potluck a year ago. She picked at the food on her plate, the once vibrant flavors now tasting like ash.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217